Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	191999
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	23.4 MiB
Average record size in memory	128.0 B

Variable types

NUM	16

Warnings

df_index has unique values Unique

Reproduction

Analysis started	2021-01-04 06:41:47.727420
Analysis finished	2021-01-04 06:42:55.541725
Duration	1 minute and 7.81 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	191999
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	149986.3649
Minimum	3
Maximum	299997
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	3
5-th percentile	15059.9
Q1	75177.5
median	149913
Q3	225004
95-th percentile	285012.1
Maximum	299997
Range	299994
Interquartile range (IQR)	149826.5

Descriptive statistics

Standard deviation	86573.73748
Coefficient of variation (CV)	0.5772107189
Kurtosis	-1.198451843
Mean	149986.3649
Median Absolute Deviation (MAD)	74927
Skewness	0.000987005762
Sum	2.879723207e+10
Variance	7495012022
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
264191	1	< 0.1%
290782	1	< 0.1%
123926	1	< 0.1%
130069	1	< 0.1%
128020	1	< 0.1%
117779	1	< 0.1%
121873	1	< 0.1%
119824	1	< 0.1%
74766	1	< 0.1%
72815	1	< 0.1%
Other values (191989)	191989	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
299997	1	< 0.1%
299996	1	< 0.1%
299994	1	< 0.1%
299993	1	< 0.1%
299992	1	< 0.1%

cont1
Real number (ℝ)

Distinct	191932
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5069980892
Minimum	-0.0772377364
Maximum	1.016227417
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	-0.0772377364
5-th percentile	0.2425533375
Q1	0.3430743825
median	0.4840075201
Q3	0.6437210525
95-th percentile	0.9213973238
Maximum	1.016227417
Range	1.093465153
Interquartile range (IQR)	0.30064667

Descriptive statistics

Standard deviation	0.2040376985
Coefficient of variation (CV)	0.4024427366
Kurtosis	-0.253791377
Mean	0.5069980892
Median Absolute Deviation (MAD)	0.1483334701
Skewness	0.529217153
Sum	97343.12614
Variance	0.04163138239
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9277585419	2	< 0.1%
0.500679135	2	< 0.1%
0.7320907347	2	< 0.1%
0.2722398299	2	< 0.1%
0.6783805418	2	< 0.1%
0.306388433	2	< 0.1%
0.9512213951	2	< 0.1%
0.3318882134	2	< 0.1%
0.4064733561	2	< 0.1%
0.526029868	2	< 0.1%
Other values (191922)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0772377364	1	< 0.1%
-0.05994785544	1	< 0.1%
-0.05886888592	1	< 0.1%
-0.05688045966	1	< 0.1%
-0.05291112415	1	< 0.1%

Value	Count	Frequency (%)
1.016227417	1	< 0.1%
1.015698483	1	< 0.1%
1.015187156	1	< 0.1%
1.01500365	1	< 0.1%
1.0146438	1	< 0.1%

cont2
Real number (ℝ)

Distinct	191954
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4977385103
Minimum	-0.02439847272
Maximum	0.8596967694
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	-0.02439847272
5-th percentile	0.1185537486
Q1	0.3235349334
median	0.5530480263
Q3	0.7313908071
95-th percentile	0.8056819015
Maximum	0.8596967694
Range	0.8840952421
Interquartile range (IQR)	0.4078558737

Descriptive statistics

Standard deviation	0.2280249762
Coefficient of variation (CV)	0.4581220289
Kurtosis	-1.180319263
Mean	0.4977385103
Median Absolute Deviation (MAD)	0.1938856682
Skewness	-0.2456723641
Sum	95565.29624
Variance	0.05199538977
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6184790424	2	< 0.1%
0.8132470217	2	< 0.1%
0.7925753282	2	< 0.1%
0.3546700558	2	< 0.1%
0.4240962661	2	< 0.1%
0.5553920283	2	< 0.1%
0.1382782358	2	< 0.1%
0.6173603461	2	< 0.1%
0.7712165907	2	< 0.1%
0.4209466552	2	< 0.1%
Other values (191944)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.02439847272	1	< 0.1%
-0.02306626097	1	< 0.1%
-0.02160314765	1	< 0.1%
-0.01978758739	1	< 0.1%
-0.01766431101	1	< 0.1%

Value	Count	Frequency (%)
0.8596967694	1	< 0.1%
0.8550204604	1	< 0.1%
0.851990187	1	< 0.1%
0.8515839011	1	< 0.1%
0.8512322	1	< 0.1%

cont3
Real number (ℝ_≥0)

Distinct	191901
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5214613256
Minimum	0.02633104662
Maximum	1.001680631
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.02633104662
5-th percentile	0.2154005336
Q1	0.3437834548
median	0.5514549825
Q3	0.6484358932
95-th percentile	0.8768418338
Maximum	1.001680631
Range	0.9753495841
Interquartile range (IQR)	0.3046524384

Descriptive statistics

Standard deviation	0.2008285339
Coefficient of variation (CV)	0.3851264207
Kurtosis	-0.6719893253
Mean	0.5214613256
Median Absolute Deviation (MAD)	0.1414877587
Skewness	0.008985126281
Sum	100120.053
Variance	0.04033210001
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.719137944	2	< 0.1%
0.5896721415	2	< 0.1%
0.7366149861	2	< 0.1%
0.5592559296	2	< 0.1%
0.5872326883	2	< 0.1%
0.6350180486	2	< 0.1%
0.3520789928	2	< 0.1%
0.574390442	2	< 0.1%
0.252833755	2	< 0.1%
0.2332164223	2	< 0.1%
Other values (191891)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02633104662	1	< 0.1%
0.04082586429	1	< 0.1%
0.04116167088	1	< 0.1%
0.04148853454	1	< 0.1%
0.04194893224	1	< 0.1%

Value	Count	Frequency (%)
1.001680631	1	< 0.1%
0.9999052491	1	< 0.1%
0.9972085519	1	< 0.1%
0.9939535461	1	< 0.1%
0.9925478327	1	< 0.1%

cont4
Real number (ℝ_≥0)

Distinct	191947
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5158423607
Minimum	0.1527614227
Maximum	1.010402194
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.1527614227
5-th percentile	0.2085571283
Q1	0.2951874616
median	0.4828783062
Q3	0.7486932081
95-th percentile	0.8796948353
Maximum	1.010402194
Range	0.8576407717
Interquartile range (IQR)	0.4535057465

Descriptive statistics

Standard deviation	0.2328196601
Coefficient of variation (CV)	0.4513387768
Kurtosis	-1.334708886
Mean	0.5158423607
Median Absolute Deviation (MAD)	0.2109355122
Skewness	0.24985909
Sum	99041.21741
Variance	0.05420499413
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5965575161	2	< 0.1%
0.2618571131	2	< 0.1%
0.4874850116	2	< 0.1%
0.2218488124	2	< 0.1%
0.5594034376	2	< 0.1%
0.326719161	2	< 0.1%
0.6872824632	2	< 0.1%
0.7433880752	2	< 0.1%
0.2109414192	2	< 0.1%
0.3051572188	2	< 0.1%
Other values (191937)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1527614227	1	< 0.1%
0.154547932	1	< 0.1%
0.1554136707	1	< 0.1%
0.158009087	1	< 0.1%
0.1585985227	1	< 0.1%

Value	Count	Frequency (%)
1.010402194	1	< 0.1%
1.008933163	1	< 0.1%
0.9943214983	1	< 0.1%
0.9931900876	1	< 0.1%
0.9923817792	1	< 0.1%

cont5
Real number (ℝ_≥0)

Distinct	191894
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5018894439
Minimum	0.276466636
Maximum	1.034046059
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.276466636
5-th percentile	0.2811826602
Q1	0.284105782
median	0.4514819209
Q3	0.6707638508
95-th percentile	0.9267664069
Maximum	1.034046059
Range	0.7575794228
Interquartile range (IQR)	0.3866580688

Descriptive statistics

Standard deviation	0.2206745866
Coefficient of variation (CV)	0.4396876429
Kurtosis	-0.8880276512
Mean	0.5018894439
Median Absolute Deviation (MAD)	0.1682426621
Skewness	0.6109154515
Sum	96362.27134
Variance	0.04869727317
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2832969355	3	< 0.1%
0.2835758566	2	< 0.1%
0.2845962096	2	< 0.1%
0.2816398968	2	< 0.1%
0.6210433962	2	< 0.1%
0.4641211557	2	< 0.1%
0.2827849586	2	< 0.1%
0.5340787907	2	< 0.1%
0.3102893555	2	< 0.1%
0.6778476129	2	< 0.1%
Other values (191884)	191978	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.276466636	1	< 0.1%
0.27682203	1	< 0.1%
0.2768220331	1	< 0.1%
0.2768380509	1	< 0.1%
0.2768570979	1	< 0.1%

Value	Count	Frequency (%)
1.034046059	1	< 0.1%
1.033833526	1	< 0.1%
1.033710706	1	< 0.1%
1.033708131	1	< 0.1%
1.033424714	1	< 0.1%

cont6
Real number (ℝ_≥0)

Distinct	191925
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.52649198
Minimum	0.08370428319
Maximum	1.04385773
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.08370428319
5-th percentile	0.2392929651
Q1	0.3561947131
median	0.4710414137
Q3	0.6927308641
95-th percentile	0.9309038806
Maximum	1.04385773
Range	0.9601534467
Interquartile range (IQR)	0.336536151

Descriptive statistics

Standard deviation	0.2176903077
Coefficient of variation (CV)	0.4134731695
Kurtosis	-0.7962988333
Mean	0.52649198
Median Absolute Deviation (MAD)	0.1438433365
Skewness	0.5396842124
Sum	101085.9337
Variance	0.04738907006
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4731224499	2	< 0.1%
0.3384751308	2	< 0.1%
0.3837549861	2	< 0.1%
0.8705122303	2	< 0.1%
0.3584844001	2	< 0.1%
0.369572136	2	< 0.1%
0.6197517487	2	< 0.1%
0.3413388391	2	< 0.1%
0.4457659283	2	< 0.1%
0.4748671191	2	< 0.1%
Other values (191915)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08370428319	1	< 0.1%
0.08675941638	1	< 0.1%
0.09148896824	1	< 0.1%
0.09424125876	1	< 0.1%
0.09515560525	1	< 0.1%

Value	Count	Frequency (%)
1.04385773	1	< 0.1%
1.04347033	1	< 0.1%
1.041227162	1	< 0.1%
1.040829863	1	< 0.1%
1.040448079	1	< 0.1%

cont7
Real number (ℝ)

Distinct	191942
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4881238923
Minimum	-0.02662825428
Maximum	1.066167475
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	-0.02662825428
5-th percentile	0.2478843469
Q1	0.346644934
median	0.4667536635
Q3	0.5817251216
95-th percentile	0.8380939163
Maximum	1.066167475
Range	1.092795729
Interquartile range (IQR)	0.2350801876

Descriptive statistics

Standard deviation	0.1812230082
Coefficient of variation (CV)	0.3712643676
Kurtosis	-0.007671830997
Mean	0.4881238923
Median Absolute Deviation (MAD)	0.1180679288
Skewness	0.7047923942
Sum	93719.29919
Variance	0.03284177869
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8046764397	2	< 0.1%
0.23063427	2	< 0.1%
0.3281778675	2	< 0.1%
0.5584365082	2	< 0.1%
0.4911380206	2	< 0.1%
0.3635958223	2	< 0.1%
0.5488523772	2	< 0.1%
0.3992380099	2	< 0.1%
0.5711290253	2	< 0.1%
0.4924798965	2	< 0.1%
Other values (191932)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.02662825428	1	< 0.1%
-0.01040099999	1	< 0.1%
-0.00521475911	1	< 0.1%
-0.003817842646	1	< 0.1%
-0.0001467882669	1	< 0.1%

Value	Count	Frequency (%)
1.066167475	1	< 0.1%
1.062792053	1	< 0.1%
1.053017809	1	< 0.1%
1.052011964	1	< 0.1%
1.051563625	1	< 0.1%

cont8
Real number (ℝ_≥0)

Distinct	191925
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5253613514
Minimum	0.217724688
Maximum	1.024427233
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.217724688
5-th percentile	0.2674739869
Q1	0.3417202679
median	0.483281477
Q3	0.6859942716
95-th percentile	0.9387631854
Maximum	1.024427233
Range	0.8067025454
Interquartile range (IQR)	0.3442740037

Descriptive statistics

Standard deviation	0.2162842117
Coefficient of variation (CV)	0.4116865681
Kurtosis	-0.8801151593
Mean	0.5253613514
Median Absolute Deviation (MAD)	0.1597480095
Skewness	0.5687498125
Sum	100868.8541
Variance	0.04677886025
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3674308411	2	< 0.1%
0.5289761054	2	< 0.1%
0.364904869	2	< 0.1%
0.2948431985	2	< 0.1%
0.7752755473	2	< 0.1%
0.5197929379	2	< 0.1%
0.5512433847	2	< 0.1%
0.3273221837	2	< 0.1%
0.409327552	2	< 0.1%
0.5675585767	2	< 0.1%
Other values (191915)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.217724688	1	< 0.1%
0.2196382514	1	< 0.1%
0.2203784912	1	< 0.1%
0.220671399	1	< 0.1%
0.2208671142	1	< 0.1%

Value	Count	Frequency (%)
1.024427233	1	< 0.1%
1.023568327	1	< 0.1%
1.023469081	1	< 0.1%
1.023456204	1	< 0.1%
1.022379559	1	< 0.1%

cont9
Real number (ℝ)

Distinct	191860
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4600071375
Minimum	-0.2406041917
Maximum	1.004114099
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	-0.2406041917
5-th percentile	0.1823724114
Q1	0.3311013915
median	0.417074319
Q3	0.5750546737
95-th percentile	0.8897530165
Maximum	1.004114099
Range	1.244718291
Interquartile range (IQR)	0.2439532822

Descriptive statistics

Standard deviation	0.1965048864
Coefficient of variation (CV)	0.4271779073
Kurtosis	0.1962901321
Mean	0.4600071375
Median Absolute Deviation (MAD)	0.1125529243
Skewness	0.7955315128
Sum	88320.9104
Variance	0.03861417036
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4010838667	2	< 0.1%
0.2901116737	2	< 0.1%
0.3541888573	2	< 0.1%
0.3420227417	2	< 0.1%
0.4082823291	2	< 0.1%
0.4216133253	2	< 0.1%
0.8816100765	2	< 0.1%
0.4066101076	2	< 0.1%
0.2804777524	2	< 0.1%
0.4057959477	2	< 0.1%
Other values (191850)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.2406041917	1	< 0.1%
-0.2307544346	1	< 0.1%
-0.2278921795	1	< 0.1%
-0.2222467378	1	< 0.1%
-0.2011483432	1	< 0.1%

Value	Count	Frequency (%)
1.004114099	1	< 0.1%
1.000321941	1	< 0.1%
0.9952763185	1	< 0.1%
0.9867466065	1	< 0.1%
0.9852920274	1	< 0.1%

cont10
Real number (ℝ)

Distinct	191949
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5207123265
Minimum	-0.0661418739
Maximum	1.199951392
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	-0.0661418739
5-th percentile	0.232799163
Q1	0.3756432601
median	0.4591201337
Q3	0.699912018
95-th percentile	0.8452766178
Maximum	1.199951392
Range	1.266093266
Interquartile range (IQR)	0.3242687579

Descriptive statistics

Standard deviation	0.2017947974
Coefficient of variation (CV)	0.3875360485
Kurtosis	-1.049722306
Mean	0.5207123265
Median Absolute Deviation (MAD)	0.1361482607
Skewness	0.3637176888
Sum	99976.24597
Variance	0.04072114025
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2720259671	2	< 0.1%
0.7517586708	2	< 0.1%
0.8509622241	2	< 0.1%
0.4144038576	2	< 0.1%
0.1966651862	2	< 0.1%
0.8515670618	2	< 0.1%
0.4176656893	2	< 0.1%
0.842241411	2	< 0.1%
0.5238372968	2	< 0.1%
0.8540494253	2	< 0.1%
Other values (191939)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0661418739	1	< 0.1%
-0.06035322751	1	< 0.1%
-0.05899791587	1	< 0.1%
-0.03973689557	1	< 0.1%
-0.02596313279	1	< 0.1%

Value	Count	Frequency (%)
1.199951392	1	< 0.1%
1.1838459	1	< 0.1%
1.14068949	1	< 0.1%
1.135018978	1	< 0.1%
1.132098593	1	< 0.1%

cont11
Real number (ℝ_≥0)

Distinct	191952
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4842885649
Minimum	0.08433134038
Maximum	1.018950116
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.08433134038
5-th percentile	0.1895207332
Q1	0.3007744524
median	0.4420706203
Q3	0.679870759
95-th percentile	0.8719075276
Maximum	1.018950116
Range	0.934618776
Interquartile range (IQR)	0.3790963066

Descriptive statistics

Standard deviation	0.2201071506
Coefficient of variation (CV)	0.4544958657
Kurtosis	-0.9534496898
Mean	0.4842885649
Median Absolute Deviation (MAD)	0.1711969339
Skewness	0.42007538
Sum	92982.92018
Variance	0.04844715774
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.692369124	2	< 0.1%
0.2619005233	2	< 0.1%
0.1460926805	2	< 0.1%
0.2280153266	2	< 0.1%
0.3177889294	2	< 0.1%
0.6215884759	2	< 0.1%
0.4939077709	2	< 0.1%
0.3165011948	2	< 0.1%
0.3080962244	2	< 0.1%
0.313233851	2	< 0.1%
Other values (191942)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08433134038	1	< 0.1%
0.08464028491	1	< 0.1%
0.08580054681	1	< 0.1%
0.08599365479	1	< 0.1%
0.08675139568	1	< 0.1%

Value	Count	Frequency (%)
1.018950116	1	< 0.1%
1.015506437	1	< 0.1%
1.015410291	1	< 0.1%
1.015341539	1	< 0.1%
1.014896658	1	< 0.1%

cont12
Real number (ℝ_≥0)

Distinct	191949
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5070251814
Minimum	0.09257488311
Maximum	1.049025484
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.09257488311
5-th percentile	0.2147076828
Q1	0.3103341565
median	0.4863166087
Q3	0.6945827427
95-th percentile	0.8675507076
Maximum	1.049025484
Range	0.9564506011
Interquartile range (IQR)	0.3842485863

Descriptive statistics

Standard deviation	0.2190652928
Coefficient of variation (CV)	0.4320599861
Kurtosis	-1.131064443
Mean	0.5070251814
Median Absolute Deviation (MAD)	0.1902720991
Skewness	0.2842290755
Sum	97348.32781
Variance	0.04798960252
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3614742082	2	< 0.1%
0.6206471094	2	< 0.1%
0.347416114	2	< 0.1%
0.3781983649	2	< 0.1%
0.2690767596	2	< 0.1%
0.3705772589	2	< 0.1%
0.384365921	2	< 0.1%
0.2182314089	2	< 0.1%
0.3062289991	2	< 0.1%
0.8512864598	2	< 0.1%
Other values (191939)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.09257488311	1	< 0.1%
0.09415824158	1	< 0.1%
0.09679453085	1	< 0.1%
0.09858961478	1	< 0.1%
0.09949792133	1	< 0.1%

Value	Count	Frequency (%)
1.049025484	1	< 0.1%
1.04541226	1	< 0.1%
1.045296658	1	< 0.1%
1.045073851	1	< 0.1%
1.044548681	1	< 0.1%

cont13
Real number (ℝ_≥0)

Distinct	191877
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5535291333
Minimum	0.04473594955
Maximum	0.9773809684
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.04473594955
5-th percentile	0.2811843253
Q1	0.3504923733
median	0.4879974987
Q3	0.7688699353
95-th percentile	0.924143009
Maximum	0.9773809684
Range	0.9326450188
Interquartile range (IQR)	0.4183775619

Descriptive statistics

Standard deviation	0.229773192
Coefficient of variation (CV)	0.4151058693
Kurtosis	-1.388041819
Mean	0.5535291333
Median Absolute Deviation (MAD)	0.164070737
Skewness	0.3197450849
Sum	106277.0401
Variance	0.05279571978
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3611517545	2	< 0.1%
0.6467978661	2	< 0.1%
0.3252097535	2	< 0.1%
0.9271037139	2	< 0.1%
0.9249006198	2	< 0.1%
0.3593784729	2	< 0.1%
0.9505350918	2	< 0.1%
0.3652459072	2	< 0.1%
0.3681260095	2	< 0.1%
0.332965976	2	< 0.1%
Other values (191867)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04473594955	1	< 0.1%
0.04564382911	1	< 0.1%
0.04725152474	1	< 0.1%
0.04974054613	1	< 0.1%
0.05356893099	1	< 0.1%

Value	Count	Frequency (%)
0.9773809684	1	< 0.1%
0.9773132053	1	< 0.1%
0.977141102	1	< 0.1%
0.9771302937	1	< 0.1%
0.9768630508	1	< 0.1%

cont14
Real number (ℝ_≥0)

Distinct	191942
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5034449254
Minimum	0.1663674107
Maximum	0.8679922751
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0.1663674107
5-th percentile	0.2308288247
Q1	0.3085725674
median	0.4312459745
Q3	0.712641399
95-th percentile	0.830087494
Maximum	0.8679922751
Range	0.7016248644
Interquartile range (IQR)	0.4040688315

Descriptive statistics

Standard deviation	0.2083107828
Coefficient of variation (CV)	0.4137707469
Kurtosis	-1.42074272
Mean	0.5034449254
Median Absolute Deviation (MAD)	0.1711961511
Skewness	0.2556455614
Sum	96660.92223
Variance	0.04339338224
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3036951078	2	< 0.1%
0.2382473635	2	< 0.1%
0.797309407	2	< 0.1%
0.3084940054	2	< 0.1%
0.2399970468	2	< 0.1%
0.444333779	2	< 0.1%
0.4084244016	2	< 0.1%
0.2983681962	2	< 0.1%
0.8462420785	2	< 0.1%
0.7512519356	2	< 0.1%
Other values (191932)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1663674107	1	< 0.1%
0.1699774063	1	< 0.1%
0.1701116664	1	< 0.1%
0.1705184111	1	< 0.1%
0.171641469	1	< 0.1%

Value	Count	Frequency (%)
0.8679922751	1	< 0.1%
0.867936354	1	< 0.1%
0.8678213705	1	< 0.1%
0.8676827848	1	< 0.1%
0.8676456822	1	< 0.1%

target
Real number (ℝ_≥0)

Distinct	191915
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.908940925
Minimum	4.256207381
Maximum	10.2675685
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	4.256207381
5-th percentile	6.735121977
Q1	7.332500336
median	7.94445265
Q3	8.472046585
95-th percentile	9.027522506
Maximum	10.2675685
Range	6.011361119
Interquartile range (IQR)	1.139546249

Descriptive statistics

Standard deviation	0.7334940196
Coefficient of variation (CV)	0.09274238188
Kurtosis	-0.527331484
Mean	7.908940925
Median Absolute Deviation (MAD)	0.5607674511
Skewness	-0.06866603911
Sum	1518508.749
Variance	0.5380134767
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.929755622	2	< 0.1%
7.116320138	2	< 0.1%
7.625173636	2	< 0.1%
8.55597355	2	< 0.1%
7.68176868	2	< 0.1%
8.558258222	2	< 0.1%
7.817356754	2	< 0.1%
6.821697644	2	< 0.1%
8.562629675	2	< 0.1%
7.285984914	2	< 0.1%
Other values (191905)	191979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.256207381	1	< 0.1%
4.346321787	1	< 0.1%
4.417208678	1	< 0.1%
4.821089618	1	< 0.1%
4.851246927	1	< 0.1%

Value	Count	Frequency (%)
10.2675685	1	< 0.1%
10.18617943	1	< 0.1%
10.18229217	1	< 0.1%
10.1797137	1	< 0.1%
10.1727287	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	cont1	cont2	cont3	cont4	cont5	cont6	cont7	cont8	cont9	cont10	cont11	cont12	cont13	cont14	target
0	246516	0.988743	0.421216	0.486433	0.254412	0.667608	0.959602	0.861130	0.580194	0.875706	0.820746	0.485135	0.827625	0.945463	0.738172	8.566379
1	95956	0.844931	0.355446	0.552568	0.257268	0.283526	0.751283	0.683118	0.903072	0.586786	0.815517	0.512963	0.591288	0.824898	0.413523	7.757215
2	250984	0.663879	0.419213	0.690872	0.708093	0.955572	0.583959	0.394780	0.637059	0.583473	0.709396	0.697013	0.808392	0.758270	0.632740	8.663471
3	151766	0.242994	0.422724	0.553223	0.845855	0.551718	0.350534	0.256266	0.646143	0.419935	0.709761	0.272796	0.264933	0.350942	0.595272	8.617109
4	252470	0.478030	0.680336	0.877784	0.563989	0.947928	0.377136	0.385469	0.356481	0.354921	0.447968	0.394975	0.302866	0.359190	0.261930	6.768849
5	282821	0.281097	0.489376	0.587905	0.550610	0.843430	0.295449	0.289408	0.255546	0.340082	0.393486	0.294584	0.319959	0.321904	0.280312	7.973183
6	232010	0.718344	0.359358	0.280086	0.355788	0.283068	0.745564	0.572494	0.884468	0.450507	0.511252	0.487515	0.399852	0.803524	0.749146	8.729735
7	183054	0.323152	0.487897	0.623383	0.192209	0.304495	0.233038	0.324875	0.257175	0.331892	0.265337	0.237906	0.183333	0.356713	0.308671	7.412109
8	175116	0.480042	0.680344	0.546297	0.255252	0.447660	0.382816	0.540388	0.290153	0.339366	0.497500	0.613115	0.688257	0.356296	0.712566	6.969876
9	16670	0.679265	0.621512	0.736013	0.776432	0.284264	0.882507	0.789330	0.339680	0.576793	0.799288	0.874525	0.907666	0.878228	0.719517	8.657826

Last rows

	df_index	cont1	cont2	cont3	cont4	cont5	cont6	cont7	cont8	cont9	cont10	cont11	cont12	cont13	cont14	target
191989	254391	0.240472	0.360852	0.277296	0.752120	0.535971	0.458083	0.404807	0.947384	0.904004	0.497075	0.418752	0.336307	0.676191	0.682968	7.534806
191990	117286	0.257998	0.058053	0.738519	0.346627	0.315777	0.232939	0.334211	0.302855	0.163939	0.284247	0.254614	0.228690	0.375022	0.443748	7.605477
191991	236472	0.366499	0.816598	0.965426	0.209610	0.284325	0.501834	0.786680	0.267341	0.452887	0.459397	0.460170	0.498733	0.273901	0.207504	8.462187
191992	180910	0.451523	0.206051	0.882835	0.230513	0.282194	0.773091	0.944020	0.322954	0.477064	0.763412	0.690788	0.699283	0.766829	0.410830	8.760469
191993	50548	0.792875	0.620676	0.347428	0.504717	0.676204	0.864408	0.522011	0.818064	0.667662	0.873520	0.893304	0.982442	0.939392	0.395277	7.559880
191994	57307	0.913075	0.162446	0.242965	0.885552	0.284619	0.938949	0.456467	0.674099	0.886027	0.803620	0.965851	0.875041	0.904465	0.435522	7.537581
191995	201611	0.521059	0.358483	0.627278	0.254724	0.281618	0.544726	0.945137	0.272537	0.452444	0.641533	0.683433	0.558878	0.337972	0.382991	8.259644
191996	254361	0.417083	0.818364	0.638195	0.574131	0.563074	0.635199	0.496616	0.624710	0.429305	0.469774	0.757659	0.698660	0.685661	0.672659	7.403454
191997	53822	0.050960	0.489181	0.471618	0.830528	0.281224	0.254656	0.315194	0.764477	0.207433	0.208685	0.195702	0.320005	0.273013	0.804718	8.796392
191998	284480	0.279546	0.620463	0.641211	0.902521	0.602682	0.266251	0.206995	0.674587	0.267960	0.271318	0.254309	0.288733	0.336696	0.287041	8.443546

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows